Video analytic system on FPGA edge device for real time fire detection

• Main Author: Cui, Haoyuan
• Other Authors: Ling Keck Voon
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Engineering
• Online Access: https://hdl.handle.net/10356/179138
• Institution: Nanyang Technological University

This Final Year Project aims to develop a video-based fire detection system on Xilinx Kira KV260 evaluation board with FPGA SoC. State-of-the-art Yolov8 is used as the base architecture to develop fire detection model. To address the limitations of small training dataset, various techniques such as...